{"id":"W4387789058","doi":"10.1007/978-3-031-38141-6_64","title":"Fabrication of High-Entropy Alloy Coatings Using Electro-spark Deposition","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"High Entropy Alloys Studies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Huys Industries (Canada); University of Waterloo","funders":"","keywords":"Materials science; Coating; Surface engineering; Metallurgy; Fabrication; Alloy; High entropy alloys; Deposition (geology); Electrical conductor; Substrate (aquarium); Toughness; Welding; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007314764,0.0003597205,0.0004967893,0.0002321744,0.00006970415,0.00002099363,0.000149305,0.0002484734,0.000127369],"category_scores_gemma":[0.00002413669,0.0003839554,0.0001326523,0.00007768052,0.00004835541,0.0000825793,0.0000601946,0.0002613816,0.0001726716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002679633,"about_ca_system_score_gemma":0.00001984873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001212419,"about_ca_topic_score_gemma":0.00003483964,"domain_scores_codex":[0.9985781,0.000009074717,0.0005004562,0.0002746683,0.0003395755,0.0002981015],"domain_scores_gemma":[0.9992542,0.00008011936,0.0001697781,0.0002805757,0.0001644207,0.0000509139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002956111,0.00002176233,0.00004841236,0.0007267866,0.0010725,0.00002483816,0.0002571635,0.02748425,0.3583346,0.5953609,0.01564689,0.0009923816],"study_design_scores_gemma":[0.004203647,0.001104446,0.001715989,0.004378479,0.004315878,0.0001217524,0.0001942733,0.2956996,0.5359679,0.08312615,0.06021327,0.008958661],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01991187,0.00206097,0.3306158,0.0002806331,0.00388908,0.002657729,0.0002506075,0.007182792,0.6331505],"genre_scores_gemma":[0.6130647,0.003708324,0.02992473,0.00008763035,0.001362873,0.00007898449,0.0007170589,0.001036192,0.3500195],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5931529,"threshold_uncertainty_score":0.9998612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165428986544848,"score_gpt":0.215147651966463,"score_spread":0.1986047533119782,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}